Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 19611 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.2 MiB |
| Average record size in memory | 120.0 B |
Variable types
| Numeric | 15 |
|---|
時間(min) is highly correlated with S and 13 other fields | High correlation |
S is highly correlated with 時間(min) and 13 other fields | High correlation |
T1 is highly correlated with 時間(min) and 13 other fields | High correlation |
T2 is highly correlated with 時間(min) and 13 other fields | High correlation |
T3 is highly correlated with 時間(min) and 13 other fields | High correlation |
T4 is highly correlated with 時間(min) and 13 other fields | High correlation |
T5 is highly correlated with 時間(min) and 13 other fields | High correlation |
T6 is highly correlated with 時間(min) and 13 other fields | High correlation |
T7 is highly correlated with 時間(min) and 13 other fields | High correlation |
T8 is highly correlated with 時間(min) and 13 other fields | High correlation |
T9 is highly correlated with 時間(min) and 13 other fields | High correlation |
T10 is highly correlated with 時間(min) and 13 other fields | High correlation |
T11 is highly correlated with 時間(min) and 13 other fields | High correlation |
T12 is highly correlated with 時間(min) and 13 other fields | High correlation |
Z is highly correlated with 時間(min) and 13 other fields | High correlation |
時間(min) is uniformly distributed | Uniform |
時間(min) has unique values | Unique |
S has 457 (2.3%) zeros | Zeros |
Reproduction
| Analysis started | 2022-11-11 03:24:56.259370 |
|---|---|
| Analysis finished | 2022-11-11 03:25:11.095252 |
| Duration | 14.84 seconds |
| Software version | pandas-profiling v3.4.0 |
| Download configuration | config.json |
| Distinct | 19611 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 817.0866667 |
| Minimum | 0.003333333333 |
|---|---|
| Maximum | 1634.17 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 0.003333333333 |
|---|---|
| 5-th percentile | 81.71166667 |
| Q1 | 408.545 |
| median | 817.0866667 |
| Q3 | 1225.628333 |
| 95-th percentile | 1552.461667 |
| Maximum | 1634.17 |
| Range | 1634.166667 |
| Interquartile range (IQR) | 817.0833333 |
Descriptive statistics
| Standard deviation | 471.7793667 |
|---|---|
| Coefficient of variation (CV) | 0.5773920759 |
| Kurtosis | -1.2 |
| Mean | 817.0866667 |
| Median Absolute Deviation (MAD) | 408.5833333 |
| Skewness | 5.928706166 × 10-17 |
| Sum | 16023886.62 |
| Variance | 222575.7708 |
| Monotonicity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.003333333333 | 1 | < 0.1% |
| 1089.253333 | 1 | < 0.1% |
| 1089.836667 | 1 | < 0.1% |
| 1089.753333 | 1 | < 0.1% |
| 1089.67 | 1 | < 0.1% |
| 1089.586667 | 1 | < 0.1% |
| 1089.503333 | 1 | < 0.1% |
| 1089.42 | 1 | < 0.1% |
| 1089.336667 | 1 | < 0.1% |
| 1089.17 | 1 | < 0.1% |
| Other values (19601) | 19601 |
| Value | Count | Frequency (%) |
| 0.003333333333 | 1 | |
| 0.08666666667 | 1 | |
| 0.17 | 1 | |
| 0.2533333333 | 1 | |
| 0.3366666667 | 1 | |
| 0.42 | 1 | |
| 0.5033333333 | 1 | |
| 0.5866666667 | 1 | |
| 0.67 | 1 | |
| 0.7533333333 | 1 |
| Value | Count | Frequency (%) |
| 1634.17 | 1 | |
| 1634.086667 | 1 | |
| 1634.003333 | 1 | |
| 1633.92 | 1 | |
| 1633.836667 | 1 | |
| 1633.753333 | 1 | |
| 1633.67 | 1 | |
| 1633.586667 | 1 | |
| 1633.503333 | 1 | |
| 1633.42 | 1 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12934.34312 |
| Minimum | 0 |
|---|---|
| Maximum | 20001 |
| Zeros | 457 |
| Zeros (%) | 2.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 7999 |
| Q1 | 8000 |
| median | 13999 |
| Q3 | 14000 |
| 95-th percentile | 20000 |
| Maximum | 20001 |
| Range | 20001 |
| Interquartile range (IQR) | 6000 |
Descriptive statistics
| Standard deviation | 5042.97138 |
|---|---|
| Coefficient of variation (CV) | 0.3898900263 |
| Kurtosis | -0.7039820629 |
| Mean | 12934.34312 |
| Median Absolute Deviation (MAD) | 5999 |
| Skewness | -0.0686361784 |
| Sum | 253655403 |
| Variance | 25431560.34 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 13999 | 5689 | |
| 8000 | 4261 | |
| 20000 | 3824 | |
| 7999 | 2903 | |
| 14000 | 1510 | 7.7% |
| 19999 | 947 | 4.8% |
| 0 | 457 | 2.3% |
| 20001 | 2 | < 0.1% |
| 4 | 1 | < 0.1% |
| 6800 | 1 | < 0.1% |
| Other values (16) | 16 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 457 | |
| 1 | 1 | < 0.1% |
| 4 | 1 | < 0.1% |
| 13 | 1 | < 0.1% |
| 57 | 1 | < 0.1% |
| 1130 | 1 | < 0.1% |
| 1693 | 1 | < 0.1% |
| 2960 | 1 | < 0.1% |
| 4294 | 1 | < 0.1% |
| 5033 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20001 | 2 | < 0.1% |
| 20000 | 3824 | |
| 19999 | 947 | 4.8% |
| 16317 | 1 | < 0.1% |
| 14000 | 1510 | 7.7% |
| 13999 | 5689 | |
| 13896 | 1 | < 0.1% |
| 13466 | 1 | < 0.1% |
| 12252 | 1 | < 0.1% |
| 10925 | 1 | < 0.1% |
| Distinct | 43 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.02946816 |
| Minimum | 23.5 |
|---|---|
| Maximum | 27.7 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.5 |
|---|---|
| 5-th percentile | 24.5 |
| Q1 | 25 |
| median | 26.2 |
| Q3 | 26.6 |
| 95-th percentile | 27.6 |
| Maximum | 27.7 |
| Range | 4.2 |
| Interquartile range (IQR) | 1.6 |
Descriptive statistics
| Standard deviation | 1.100766048 |
|---|---|
| Coefficient of variation (CV) | 0.04228922548 |
| Kurtosis | -1.109058248 |
| Mean | 26.02946816 |
| Median Absolute Deviation (MAD) | 1.2 |
| Skewness | -0.03320757913 |
| Sum | 510463.9 |
| Variance | 1.211685893 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=43)
| Value | Count | Frequency (%) |
| 26.4 | 2100 | 10.7% |
| 27.6 | 1699 | 8.7% |
| 25 | 1562 | 8.0% |
| 26.5 | 1414 | 7.2% |
| 27.5 | 1176 | 6.0% |
| 26 | 1054 | 5.4% |
| 26.2 | 987 | 5.0% |
| 27.4 | 965 | 4.9% |
| 24.6 | 845 | 4.3% |
| 24.9 | 843 | 4.3% |
| Other values (33) | 6966 |
| Value | Count | Frequency (%) |
| 23.5 | 163 | |
| 23.6 | 36 | 0.2% |
| 23.7 | 34 | 0.2% |
| 23.8 | 23 | 0.1% |
| 23.9 | 38 | 0.2% |
| 24 | 46 | 0.2% |
| 24.1 | 58 | 0.3% |
| 24.2 | 80 | 0.4% |
| 24.3 | 118 | 0.6% |
| 24.4 | 362 |
| Value | Count | Frequency (%) |
| 27.7 | 754 | |
| 27.6 | 1699 | |
| 27.5 | 1176 | |
| 27.4 | 965 | |
| 27.3 | 37 | 0.2% |
| 27.2 | 57 | 0.3% |
| 27.1 | 22 | 0.1% |
| 27 | 20 | 0.1% |
| 26.9 | 15 | 0.1% |
| 26.8 | 3 | < 0.1% |
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.63638264 |
| Minimum | 23.5 |
|---|---|
| Maximum | 25.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.5 |
|---|---|
| 5-th percentile | 23.7 |
| Q1 | 24.2 |
| median | 24.8 |
| Q3 | 25.1 |
| 95-th percentile | 25.2 |
| Maximum | 25.5 |
| Range | 2 |
| Interquartile range (IQR) | 0.9 |
Descriptive statistics
| Standard deviation | 0.4888325019 |
|---|---|
| Coefficient of variation (CV) | 0.01984189436 |
| Kurtosis | -0.9048170665 |
| Mean | 24.63638264 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.5985113475 |
| Sum | 483144.1 |
| Variance | 0.2389572149 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=21)
| Value | Count | Frequency (%) |
| 25.1 | 3347 | |
| 25 | 3031 | |
| 25.2 | 1727 | |
| 24.2 | 1545 | 7.9% |
| 24.9 | 1169 | 6.0% |
| 24.5 | 1081 | 5.5% |
| 24.6 | 963 | 4.9% |
| 24 | 869 | 4.4% |
| 24.8 | 856 | 4.4% |
| 24.1 | 850 | 4.3% |
| Other values (11) | 4173 |
| Value | Count | Frequency (%) |
| 23.5 | 299 | 1.5% |
| 23.6 | 323 | 1.6% |
| 23.7 | 446 | 2.3% |
| 23.8 | 475 | 2.4% |
| 23.9 | 669 | |
| 24 | 869 | |
| 24.1 | 850 | |
| 24.2 | 1545 | |
| 24.3 | 803 | |
| 24.4 | 392 | 2.0% |
| Value | Count | Frequency (%) |
| 25.5 | 15 | 0.1% |
| 25.4 | 11 | 0.1% |
| 25.3 | 111 | 0.6% |
| 25.2 | 1727 | |
| 25.1 | 3347 | |
| 25 | 3031 | |
| 24.9 | 1169 | 6.0% |
| 24.8 | 856 | 4.4% |
| 24.7 | 629 | 3.2% |
| 24.6 | 963 | 4.9% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.54745296 |
| Minimum | 23.5 |
|---|---|
| Maximum | 25.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.5 |
|---|---|
| 5-th percentile | 23.7 |
| Q1 | 24.2 |
| median | 24.7 |
| Q3 | 24.9 |
| 95-th percentile | 25.1 |
| Maximum | 25.4 |
| Range | 1.9 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.4337789944 |
|---|---|
| Coefficient of variation (CV) | 0.01767103883 |
| Kurtosis | -0.7029634541 |
| Mean | 24.54745296 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.6560876358 |
| Sum | 481400.1 |
| Variance | 0.188164216 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 24.9 | 3927 | |
| 25 | 2283 | |
| 24.7 | 1743 | |
| 24.2 | 1716 | |
| 24.8 | 1476 | 7.5% |
| 24.5 | 1270 | 6.5% |
| 25.1 | 922 | 4.7% |
| 24.1 | 899 | 4.6% |
| 24 | 816 | 4.2% |
| 24.4 | 804 | 4.1% |
| Other values (10) | 3755 |
| Value | Count | Frequency (%) |
| 23.5 | 256 | 1.3% |
| 23.6 | 426 | 2.2% |
| 23.7 | 451 | 2.3% |
| 23.8 | 672 | 3.4% |
| 23.9 | 521 | 2.7% |
| 24 | 816 | |
| 24.1 | 899 | |
| 24.2 | 1716 | |
| 24.3 | 612 | 3.1% |
| 24.4 | 804 |
| Value | Count | Frequency (%) |
| 25.4 | 15 | 0.1% |
| 25.3 | 4 | < 0.1% |
| 25.2 | 76 | 0.4% |
| 25.1 | 922 | 4.7% |
| 25 | 2283 | |
| 24.9 | 3927 | |
| 24.8 | 1476 | 7.5% |
| 24.7 | 1743 | |
| 24.6 | 722 | 3.7% |
| 24.5 | 1270 | 6.5% |
| Distinct | 29 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.23310387 |
| Minimum | 23.6 |
|---|---|
| Maximum | 26.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.6 |
|---|---|
| 5-th percentile | 23.9 |
| Q1 | 24.5 |
| median | 25.4 |
| Q3 | 25.8 |
| 95-th percentile | 26.4 |
| Maximum | 26.4 |
| Range | 2.8 |
| Interquartile range (IQR) | 1.3 |
Descriptive statistics
| Standard deviation | 0.8143088336 |
|---|---|
| Coefficient of variation (CV) | 0.03227144935 |
| Kurtosis | -1.169670737 |
| Mean | 25.23310387 |
| Median Absolute Deviation (MAD) | 0.8 |
| Skewness | -0.1799672123 |
| Sum | 494846.4 |
| Variance | 0.6630988765 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 26.3 | 1976 | 10.1% |
| 25.6 | 1566 | 8.0% |
| 24.5 | 1404 | 7.2% |
| 25.7 | 1292 | 6.6% |
| 26.2 | 1191 | 6.1% |
| 26.4 | 1149 | 5.9% |
| 24.6 | 948 | 4.8% |
| 25.4 | 848 | 4.3% |
| 24.4 | 819 | 4.2% |
| 25.8 | 796 | 4.1% |
| Other values (19) | 7622 |
| Value | Count | Frequency (%) |
| 23.6 | 318 | 1.6% |
| 23.7 | 266 | 1.4% |
| 23.8 | 268 | 1.4% |
| 23.9 | 318 | 1.6% |
| 24 | 358 | 1.8% |
| 24.1 | 469 | 2.4% |
| 24.2 | 544 | 2.8% |
| 24.3 | 738 | |
| 24.4 | 819 | |
| 24.5 | 1404 |
| Value | Count | Frequency (%) |
| 26.4 | 1149 | |
| 26.3 | 1976 | |
| 26.2 | 1191 | |
| 26.1 | 281 | 1.4% |
| 26 | 113 | 0.6% |
| 25.9 | 78 | 0.4% |
| 25.8 | 796 | |
| 25.7 | 1292 | |
| 25.6 | 1566 | |
| 25.5 | 646 | 3.3% |
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.1863648 |
| Minimum | 23.8 |
|---|---|
| Maximum | 26.1 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.8 |
|---|---|
| 5-th percentile | 23.9 |
| Q1 | 24.6 |
| median | 25.3 |
| Q3 | 25.8 |
| 95-th percentile | 26.1 |
| Maximum | 26.1 |
| Range | 2.3 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.7054155612 |
|---|---|
| Coefficient of variation (CV) | 0.02800783547 |
| Kurtosis | -1.142049748 |
| Mean | 25.1863648 |
| Median Absolute Deviation (MAD) | 0.7 |
| Skewness | -0.2792184268 |
| Sum | 493929.8 |
| Variance | 0.497611114 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=24)
| Value | Count | Frequency (%) |
| 26.1 | 2943 | 15.0% |
| 24.6 | 1654 | 8.4% |
| 25.7 | 1314 | 6.7% |
| 26 | 1285 | 6.6% |
| 25.6 | 1058 | 5.4% |
| 25.5 | 912 | 4.7% |
| 24.7 | 848 | 4.3% |
| 24.5 | 770 | 3.9% |
| 25.4 | 746 | 3.8% |
| 25.3 | 722 | 3.7% |
| Other values (14) | 7359 |
| Value | Count | Frequency (%) |
| 23.8 | 622 | 3.2% |
| 23.9 | 430 | 2.2% |
| 24 | 351 | 1.8% |
| 24.1 | 362 | 1.8% |
| 24.2 | 425 | 2.2% |
| 24.3 | 587 | 3.0% |
| 24.4 | 546 | 2.8% |
| 24.5 | 770 | |
| 24.6 | 1654 | |
| 24.7 | 848 |
| Value | Count | Frequency (%) |
| 26.1 | 2943 | |
| 26 | 1285 | |
| 25.9 | 360 | 1.8% |
| 25.8 | 703 | 3.6% |
| 25.7 | 1314 | |
| 25.6 | 1058 | 5.4% |
| 25.5 | 912 | 4.7% |
| 25.4 | 746 | 3.8% |
| 25.3 | 722 | 3.7% |
| 25.2 | 657 | 3.4% |
| Distinct | 22 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.47364744 |
| Minimum | 24.2 |
|---|---|
| Maximum | 26.3 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 24.2 |
|---|---|
| 5-th percentile | 24.3 |
| Q1 | 24.9 |
| median | 25.6 |
| Q3 | 26.1 |
| 95-th percentile | 26.3 |
| Maximum | 26.3 |
| Range | 2.1 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.6571344232 |
|---|---|
| Coefficient of variation (CV) | 0.02579663649 |
| Kurtosis | -1.289570134 |
| Mean | 25.47364744 |
| Median Absolute Deviation (MAD) | 0.6 |
| Skewness | -0.3143363023 |
| Sum | 499563.7 |
| Variance | 0.4318256501 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=22)
| Value | Count | Frequency (%) |
| 26.2 | 2586 | 13.2% |
| 26.3 | 1818 | 9.3% |
| 26.1 | 1398 | 7.1% |
| 24.9 | 1201 | 6.1% |
| 24.3 | 1141 | 5.8% |
| 26 | 1044 | 5.3% |
| 24.8 | 987 | 5.0% |
| 25.8 | 943 | 4.8% |
| 25.9 | 863 | 4.4% |
| 25 | 798 | 4.1% |
| Other values (12) | 6832 |
| Value | Count | Frequency (%) |
| 24.2 | 4 | < 0.1% |
| 24.3 | 1141 | |
| 24.4 | 669 | |
| 24.5 | 279 | 1.4% |
| 24.6 | 767 | |
| 24.7 | 549 | |
| 24.8 | 987 | |
| 24.9 | 1201 | |
| 25 | 798 | |
| 25.1 | 726 |
| Value | Count | Frequency (%) |
| 26.3 | 1818 | |
| 26.2 | 2586 | |
| 26.1 | 1398 | |
| 26 | 1044 | |
| 25.9 | 863 | 4.4% |
| 25.8 | 943 | 4.8% |
| 25.7 | 731 | 3.7% |
| 25.6 | 660 | 3.4% |
| 25.5 | 665 | 3.4% |
| 25.4 | 547 | 2.8% |
| Distinct | 18 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.44449034 |
| Minimum | 23.5 |
|---|---|
| Maximum | 25.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.5 |
|---|---|
| 5-th percentile | 23.6 |
| Q1 | 24.1 |
| median | 24.6 |
| Q3 | 24.8 |
| 95-th percentile | 25 |
| Maximum | 25.2 |
| Range | 1.7 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.4218057017 |
|---|---|
| Coefficient of variation (CV) | 0.0172556554 |
| Kurtosis | -0.7745611264 |
| Mean | 24.44449034 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.6141192112 |
| Sum | 479380.9 |
| Variance | 0.17792005 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=18)
| Value | Count | Frequency (%) |
| 24.8 | 3925 | |
| 24.6 | 1969 | |
| 24.9 | 1818 | |
| 24.1 | 1723 | |
| 24.7 | 1455 | 7.4% |
| 24.4 | 1314 | 6.7% |
| 25 | 1029 | 5.2% |
| 24 | 935 | 4.8% |
| 24.5 | 902 | 4.6% |
| 23.9 | 824 | 4.2% |
| Other values (8) | 3717 |
| Value | Count | Frequency (%) |
| 23.5 | 545 | 2.8% |
| 23.6 | 554 | 2.8% |
| 23.7 | 534 | 2.7% |
| 23.8 | 626 | 3.2% |
| 23.9 | 824 | |
| 24 | 935 | |
| 24.1 | 1723 | |
| 24.2 | 611 | 3.1% |
| 24.3 | 787 | |
| 24.4 | 1314 |
| Value | Count | Frequency (%) |
| 25.2 | 5 | < 0.1% |
| 25.1 | 55 | 0.3% |
| 25 | 1029 | 5.2% |
| 24.9 | 1818 | |
| 24.8 | 3925 | |
| 24.7 | 1455 | 7.4% |
| 24.6 | 1969 | |
| 24.5 | 902 | 4.6% |
| 24.4 | 1314 | 6.7% |
| 24.3 | 787 | 4.0% |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.68682372 |
| Minimum | 23.5 |
|---|---|
| Maximum | 25.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.5 |
|---|---|
| 5-th percentile | 23.7 |
| Q1 | 24.3 |
| median | 24.9 |
| Q3 | 25.1 |
| 95-th percentile | 25.3 |
| Maximum | 25.4 |
| Range | 1.9 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.5151263812 |
|---|---|
| Coefficient of variation (CV) | 0.02086645034 |
| Kurtosis | -0.943803325 |
| Mean | 24.68682372 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.5997614438 |
| Sum | 484133.3 |
| Variance | 0.2653551887 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 25.2 | 3389 | |
| 25.1 | 2930 | |
| 25 | 1762 | 9.0% |
| 24.3 | 1263 | 6.4% |
| 25.3 | 1106 | 5.6% |
| 24.6 | 1021 | 5.2% |
| 24.2 | 1014 | 5.2% |
| 24.1 | 869 | 4.4% |
| 24 | 841 | 4.3% |
| 24.8 | 750 | 3.8% |
| Other values (10) | 4666 |
| Value | Count | Frequency (%) |
| 23.5 | 306 | 1.6% |
| 23.6 | 269 | 1.4% |
| 23.7 | 460 | 2.3% |
| 23.8 | 435 | 2.2% |
| 23.9 | 704 | |
| 24 | 841 | |
| 24.1 | 869 | |
| 24.2 | 1014 | |
| 24.3 | 1263 | |
| 24.4 | 471 | 2.4% |
| Value | Count | Frequency (%) |
| 25.4 | 26 | 0.1% |
| 25.3 | 1106 | 5.6% |
| 25.2 | 3389 | |
| 25.1 | 2930 | |
| 25 | 1762 | |
| 24.9 | 731 | 3.7% |
| 24.8 | 750 | 3.8% |
| 24.7 | 699 | 3.6% |
| 24.6 | 1021 | 5.2% |
| 24.5 | 565 | 2.9% |
| Distinct | 23 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.76356127 |
| Minimum | 22.6 |
|---|---|
| Maximum | 24.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 22.6 |
|---|---|
| 5-th percentile | 23.1 |
| Q1 | 23.4 |
| median | 23.9 |
| Q3 | 24.1 |
| 95-th percentile | 24.5 |
| Maximum | 24.8 |
| Range | 2.2 |
| Interquartile range (IQR) | 0.7 |
Descriptive statistics
| Standard deviation | 0.4326607834 |
|---|---|
| Coefficient of variation (CV) | 0.01820689999 |
| Kurtosis | -0.6702045058 |
| Mean | 23.76356127 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.2855967931 |
| Sum | 466027.2 |
| Variance | 0.1871953534 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 24 | 2623 | |
| 23.9 | 2438 | |
| 24.1 | 2020 | |
| 23.2 | 1833 | |
| 23.8 | 1716 | |
| 24.2 | 1462 | |
| 23.4 | 1430 | |
| 23.3 | 1284 | 6.5% |
| 23.1 | 769 | 3.9% |
| 23.7 | 716 | 3.7% |
| Other values (13) | 3320 |
| Value | Count | Frequency (%) |
| 22.6 | 98 | 0.5% |
| 22.7 | 66 | 0.3% |
| 22.8 | 59 | 0.3% |
| 22.9 | 270 | 1.4% |
| 23 | 328 | 1.7% |
| 23.1 | 769 | |
| 23.2 | 1833 | |
| 23.3 | 1284 | |
| 23.4 | 1430 | |
| 23.5 | 259 | 1.3% |
| Value | Count | Frequency (%) |
| 24.8 | 10 | 0.1% |
| 24.7 | 142 | 0.7% |
| 24.6 | 334 | 1.7% |
| 24.5 | 507 | 2.6% |
| 24.4 | 222 | 1.1% |
| 24.3 | 563 | 2.9% |
| 24.2 | 1462 | |
| 24.1 | 2020 | |
| 24 | 2623 | |
| 23.9 | 2438 |
| Distinct | 20 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.4242364 |
| Minimum | 23.3 |
|---|---|
| Maximum | 25.2 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.3 |
|---|---|
| 5-th percentile | 23.8 |
| Q1 | 24 |
| median | 24.6 |
| Q3 | 24.8 |
| 95-th percentile | 25 |
| Maximum | 25.2 |
| Range | 1.9 |
| Interquartile range (IQR) | 0.8 |
Descriptive statistics
| Standard deviation | 0.4125226457 |
|---|---|
| Coefficient of variation (CV) | 0.01688988916 |
| Kurtosis | -0.9270305946 |
| Mean | 24.4242364 |
| Median Absolute Deviation (MAD) | 0.2 |
| Skewness | -0.5371372756 |
| Sum | 478983.7 |
| Variance | 0.1701749332 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) |
| 24.8 | 3542 | |
| 24.7 | 2970 | |
| 24.6 | 2228 | |
| 24 | 1952 | |
| 23.9 | 1693 | |
| 24.5 | 1099 | 5.6% |
| 23.8 | 1021 | 5.2% |
| 24.4 | 900 | 4.6% |
| 25 | 825 | 4.2% |
| 24.9 | 718 | 3.7% |
| Other values (10) | 2663 |
| Value | Count | Frequency (%) |
| 23.3 | 115 | 0.6% |
| 23.4 | 81 | 0.4% |
| 23.5 | 53 | 0.3% |
| 23.6 | 296 | 1.5% |
| 23.7 | 431 | 2.2% |
| 23.8 | 1021 | |
| 23.9 | 1693 | |
| 24 | 1952 | |
| 24.1 | 712 | 3.6% |
| 24.2 | 389 | 2.0% |
| Value | Count | Frequency (%) |
| 25.2 | 8 | < 0.1% |
| 25.1 | 168 | 0.9% |
| 25 | 825 | 4.2% |
| 24.9 | 718 | 3.7% |
| 24.8 | 3542 | |
| 24.7 | 2970 | |
| 24.6 | 2228 | |
| 24.5 | 1099 | 5.6% |
| 24.4 | 900 | 4.6% |
| 24.3 | 410 | 2.1% |
| Distinct | 28 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24.83672429 |
| Minimum | 23.1 |
|---|---|
| Maximum | 25.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 23.1 |
|---|---|
| 5-th percentile | 24 |
| Q1 | 24.5 |
| median | 24.9 |
| Q3 | 25.1 |
| 95-th percentile | 25.5 |
| Maximum | 25.8 |
| Range | 2.7 |
| Interquartile range (IQR) | 0.6 |
Descriptive statistics
| Standard deviation | 0.4422746803 |
|---|---|
| Coefficient of variation (CV) | 0.01780728711 |
| Kurtosis | 1.108958695 |
| Mean | 24.83672429 |
| Median Absolute Deviation (MAD) | 0.3 |
| Skewness | -0.7295315925 |
| Sum | 487073 |
| Variance | 0.1956068928 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=28)
| Value | Count | Frequency (%) |
| 25.1 | 2374 | |
| 25 | 2134 | |
| 25.2 | 1798 | |
| 24.9 | 1653 | |
| 24.7 | 1624 | |
| 24.5 | 1615 | |
| 24.4 | 1192 | 6.1% |
| 25.3 | 1175 | 6.0% |
| 24.6 | 1095 | 5.6% |
| 24.8 | 1003 | 5.1% |
| Other values (18) | 3948 |
| Value | Count | Frequency (%) |
| 23.1 | 9 | < 0.1% |
| 23.2 | 113 | 0.6% |
| 23.3 | 98 | 0.5% |
| 23.4 | 29 | 0.1% |
| 23.5 | 19 | 0.1% |
| 23.6 | 36 | 0.2% |
| 23.7 | 61 | 0.3% |
| 23.8 | 45 | 0.2% |
| 23.9 | 349 | |
| 24 | 303 |
| Value | Count | Frequency (%) |
| 25.8 | 82 | 0.4% |
| 25.7 | 377 | 1.9% |
| 25.6 | 260 | 1.3% |
| 25.5 | 271 | 1.4% |
| 25.4 | 687 | 3.5% |
| 25.3 | 1175 | |
| 25.2 | 1798 | |
| 25.1 | 2374 | |
| 25 | 2134 | |
| 24.9 | 1653 |
| Distinct | 26 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 23.64543878 |
| Minimum | 22.3 |
|---|---|
| Maximum | 24.8 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | 22.3 |
|---|---|
| 5-th percentile | 22.8 |
| Q1 | 23 |
| median | 23.7 |
| Q3 | 24.2 |
| 95-th percentile | 24.5 |
| Maximum | 24.8 |
| Range | 2.5 |
| Interquartile range (IQR) | 1.2 |
Descriptive statistics
| Standard deviation | 0.5878282443 |
|---|---|
| Coefficient of variation (CV) | 0.02486011149 |
| Kurtosis | -1.15788277 |
| Mean | 23.64543878 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | -0.2038823145 |
| Sum | 463710.7 |
| Variance | 0.3455420448 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=26)
| Value | Count | Frequency (%) |
| 24.2 | 1775 | 9.1% |
| 23.7 | 1675 | 8.5% |
| 24.3 | 1580 | 8.1% |
| 22.9 | 1553 | 7.9% |
| 23 | 1550 | 7.9% |
| 24.1 | 1531 | 7.8% |
| 24 | 1116 | 5.7% |
| 22.8 | 1008 | 5.1% |
| 23.5 | 922 | 4.7% |
| 23.8 | 826 | 4.2% |
| Other values (16) | 6075 |
| Value | Count | Frequency (%) |
| 22.3 | 74 | 0.4% |
| 22.4 | 83 | 0.4% |
| 22.5 | 51 | 0.3% |
| 22.6 | 276 | 1.4% |
| 22.7 | 495 | 2.5% |
| 22.8 | 1008 | |
| 22.9 | 1553 | |
| 23 | 1550 | |
| 23.1 | 795 | |
| 23.2 | 390 | 2.0% |
| Value | Count | Frequency (%) |
| 24.8 | 75 | 0.4% |
| 24.7 | 221 | 1.1% |
| 24.6 | 459 | 2.3% |
| 24.5 | 414 | 2.1% |
| 24.4 | 466 | 2.4% |
| 24.3 | 1580 | |
| 24.2 | 1775 | |
| 24.1 | 1531 | |
| 24 | 1116 | |
| 23.9 | 796 |
| Distinct | 188 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42.46827291 |
| Minimum | -1.2 |
|---|---|
| Maximum | 65.3 |
| Zeros | 35 |
| Zeros (%) | 0.2% |
| Negative | 100 |
| Negative (%) | 0.5% |
| Memory size | 153.3 KiB |
Quantile statistics
| Minimum | -1.2 |
|---|---|
| 5-th percentile | 29.3 |
| Q1 | 31.4 |
| median | 41.5 |
| Q3 | 44.6 |
| 95-th percentile | 63.5 |
| Maximum | 65.3 |
| Range | 66.5 |
| Interquartile range (IQR) | 13.2 |
Descriptive statistics
| Standard deviation | 13.26027444 |
|---|---|
| Coefficient of variation (CV) | 0.3122395503 |
| Kurtosis | -0.2719978243 |
| Mean | 42.46827291 |
| Median Absolute Deviation (MAD) | 10.1 |
| Skewness | 0.2876020169 |
| Sum | 832845.3 |
| Variance | 175.8348781 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 41.5 | 1557 | 7.9% |
| 42.7 | 1243 | 6.3% |
| 30.8 | 1194 | 6.1% |
| 31.1 | 1130 | 5.8% |
| 63.2 | 1052 | 5.4% |
| 31.8 | 1039 | 5.3% |
| 42.4 | 1023 | 5.2% |
| 41.8 | 980 | 5.0% |
| 63.5 | 902 | 4.6% |
| 31.4 | 876 | 4.5% |
| Other values (178) | 8615 |
| Value | Count | Frequency (%) |
| -1.2 | 1 | < 0.1% |
| -0.9 | 6 | < 0.1% |
| -0.6 | 30 | |
| -0.3 | 63 | |
| 0 | 35 | |
| 0.3 | 7 | < 0.1% |
| 0.6 | 2 | < 0.1% |
| 4.9 | 1 | < 0.1% |
| 5.5 | 2 | < 0.1% |
| 5.8 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 65.3 | 1 | < 0.1% |
| 65 | 14 | 0.1% |
| 64.7 | 79 | 0.4% |
| 64.4 | 197 | 1.0% |
| 64.1 | 169 | 0.9% |
| 63.8 | 344 | 1.8% |
| 63.5 | 902 | |
| 63.2 | 1052 | |
| 62.9 | 533 | |
| 62.6 | 634 |
Auto
The auto setting is an easily interpretable pairwise column metric of the following mapping: vartype-vartype : method, categorical-categorical : Cramer's V, numerical-categorical : Cramer's V (using a discretized numerical column), numerical-numerical : Spearman's ρ. This configuration uses the best suitable for each pair of columns.Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here. A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
First rows
| 時間(min) | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0.003333 | 0 | 23.5 | 23.6 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | 0.0 |
| 1 | 0.086667 | 0 | 23.5 | 23.6 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | -0.6 |
| 2 | 0.170000 | 0 | 23.5 | 23.5 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | 0.6 |
| 3 | 0.253333 | 0 | 23.5 | 23.5 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | -0.6 |
| 4 | 0.336667 | 0 | 23.5 | 23.5 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | -0.3 |
| 5 | 0.420000 | 0 | 23.5 | 23.5 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | 0.0 |
| 6 | 0.503333 | 0 | 23.5 | 23.5 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | -0.3 |
| 7 | 0.586667 | 0 | 23.5 | 23.5 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | -0.6 |
| 8 | 0.670000 | 0 | 23.5 | 23.5 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.1 | 22.3 | -0.3 |
| 9 | 0.753333 | 0 | 23.5 | 23.5 | 23.6 | 23.6 | 23.8 | 24.3 | 23.6 | 23.5 | 22.6 | 23.3 | 23.2 | 22.3 | -0.6 |
Last rows
| 時間(min) | S | T1 | T2 | T3 | T4 | T5 | T6 | T7 | T8 | T9 | T10 | T11 | T12 | Z | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19601 | 1633.420000 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.5 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 63.5 |
| 19602 | 1633.503333 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.5 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 63.2 |
| 19603 | 1633.586667 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.5 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 63.2 |
| 19604 | 1633.670000 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.5 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 63.5 |
| 19605 | 1633.753333 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.5 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 63.2 |
| 19606 | 1633.836667 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.6 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 62.9 |
| 19607 | 1633.920000 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.6 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 62.9 |
| 19608 | 1634.003333 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.6 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 63.5 |
| 19609 | 1634.086667 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.6 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 63.8 |
| 19610 | 1634.170000 | 20000 | 27.4 | 24.9 | 24.7 | 26.2 | 26.0 | 26.2 | 24.6 | 25.0 | 23.9 | 24.7 | 24.7 | 23.7 | 63.2 |